{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "complicated-voluntary",
   "metadata": {},
   "source": [
    "# Exponential weights and window features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "promotional-worcester",
   "metadata": {},
   "source": [
    "[Feature Engineering for Time Series Forecasting](https://www.trainindata.com/p/feature-engineering-for-forecasting)\n",
    "\n",
    "In this notebook we demonstrate how to compute exponential weights for both rolling and expanding window features using Pandas.\n",
    "\n",
    "\n",
    "## Data set synopsis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "876b948e-2e7f-4321-9ff8-1b9734f4be6f",
   "metadata": {},
   "source": [
    "We will work with the hourly electricity demand dataset. It is the electricity demand for the state of Victora in Australia from 2002 to the start of 2015. \n",
    "\n",
    "For instructions on how to download, prepare, and store the dataset, refer to notebook number 4, in the folder \"01-Create-Datasets\" from this repo.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "hybrid-fever",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "confirmed-things",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "intended-logan",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\n",
    "    \"../Datasets/victoria_electricity_demand.csv\",\n",
    "    usecols=[\"demand\", \"temperature\", \"date_time\"],\n",
    "    index_col=[\"date_time\"],\n",
    "    parse_dates=[\"date_time\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d5252f36-7633-46f0-8f9b-d4707fac9330",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For this demo we will use a subset of the data\n",
    "data = data.loc[\"2010\":]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "functional-steal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demand</th>\n",
       "      <th>temperature</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>8314.448682</td>\n",
       "      <td>21.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>8267.187296</td>\n",
       "      <td>22.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>7394.528444</td>\n",
       "      <td>22.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>6952.047520</td>\n",
       "      <td>21.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>6867.199634</td>\n",
       "      <td>20.250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          demand  temperature\n",
       "date_time                                    \n",
       "2010-01-01 00:00:00  8314.448682       21.525\n",
       "2010-01-01 01:00:00  8267.187296       22.400\n",
       "2010-01-01 02:00:00  7394.528444       22.150\n",
       "2010-01-01 03:00:00  6952.047520       21.800\n",
       "2010-01-01 04:00:00  6867.199634       20.250"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97e4560f-3648-4a5d-9193-7e645870fd50",
   "metadata": {},
   "source": [
    "# Computing exponential weights for rolling window features using Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7f4dca1-1cea-49bb-be91-b3a7c3885864",
   "metadata": {},
   "source": [
    "When using exponential weights it is more common to use expanding windows, but we will show how to use exponential weights with rolling windows for completeness. It will also come in handy when we want to compute custom metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1faf2ca8-7026-4b31-994a-32f6639a2476",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a copy of the data.\n",
    "df = data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f100c30-189d-44a5-a803-9677a22e8f10",
   "metadata": {},
   "source": [
    "Let's create a function that computes exponential weights for an input window size and `alpha` parameter.\n",
    "\n",
    "The weights should be: \\[(1-$\\alpha)^{(W-1)}$, ... ,(1-$\\alpha)^2$, (1-$\\alpha)$, 1\\] where $W$ is the window size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "95245f85-87bc-480b-8fd9-4d48041d0425",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute exponential weights\n",
    "def exp_weights(alpha, window_size):\n",
    "    weights = np.ones(window_size) # Initialise weights\n",
    "    for ix in range(window_size):\n",
    "        weights[ix] = (1-alpha)**(window_size-1-ix)\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4a9f1bb4-db10-4dcb-b483-900dd79e059c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.56880009, 0.59873694, 0.63024941, 0.66342043, 0.6983373 ,\n",
       "       0.73509189, 0.77378094, 0.81450625, 0.857375  , 0.9025    ,\n",
       "       0.95      , 1.        ])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check it works\n",
    "exp_weights(alpha=0.05, window_size=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4cf9ad48-c435-44ce-8c13-8e5eb393f224",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9025\n"
     ]
    }
   ],
   "source": [
    "# Double check the second term\n",
    "print((1-0.05) * 0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f309b480-4d4a-4af0-b331-dbd64a8649c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define our own weighted mean function to pass to `agg`\n",
    "def exp_weighted_mean(x):\n",
    "    weights = exp_weights(alpha=0.05, window_size=len(x))\n",
    "    return (weights * x).sum() / weights.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45bc3367-b873-42c3-b274-8b4a10c3b098",
   "metadata": {},
   "source": [
    "Let's compute the rolling window features!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e0095646-701e-4266-bed4-eb83c1c27eef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demand_window_168_mean</th>\n",
       "      <th>demand_window_168_exp_weighted_mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 05:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>9654.616819</td>\n",
       "      <td>9270.767464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>9638.018555</td>\n",
       "      <td>9251.365371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
       "      <td>9624.108291</td>\n",
       "      <td>9204.788983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 23:00:00</th>\n",
       "      <td>9613.687286</td>\n",
       "      <td>9150.036487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01 00:00:00</th>\n",
       "      <td>9605.340003</td>\n",
       "      <td>9118.490410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45240 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     demand_window_168_mean  \\\n",
       "date_time                                     \n",
       "2010-01-01 01:00:00                     NaN   \n",
       "2010-01-01 02:00:00                     NaN   \n",
       "2010-01-01 03:00:00                     NaN   \n",
       "2010-01-01 04:00:00                     NaN   \n",
       "2010-01-01 05:00:00                     NaN   \n",
       "...                                     ...   \n",
       "2015-02-28 20:00:00             9654.616819   \n",
       "2015-02-28 21:00:00             9638.018555   \n",
       "2015-02-28 22:00:00             9624.108291   \n",
       "2015-02-28 23:00:00             9613.687286   \n",
       "2015-03-01 00:00:00             9605.340003   \n",
       "\n",
       "                     demand_window_168_exp_weighted_mean  \n",
       "date_time                                                 \n",
       "2010-01-01 01:00:00                                  NaN  \n",
       "2010-01-01 02:00:00                                  NaN  \n",
       "2010-01-01 03:00:00                                  NaN  \n",
       "2010-01-01 04:00:00                                  NaN  \n",
       "2010-01-01 05:00:00                                  NaN  \n",
       "...                                                  ...  \n",
       "2015-02-28 20:00:00                          9270.767464  \n",
       "2015-02-28 21:00:00                          9251.365371  \n",
       "2015-02-28 22:00:00                          9204.788983  \n",
       "2015-02-28 23:00:00                          9150.036487  \n",
       "2015-03-01 00:00:00                          9118.490410  \n",
       "\n",
       "[45240 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = (\n",
    "    df[\"demand\"]\n",
    "    .rolling(window=24*7) # Pick window size.\n",
    "    .agg([\"mean\", exp_weighted_mean]) # Pick statistics.\n",
    "    .shift(freq=\"1H\") # Lag by 1 hour to avoid data leakage.  \n",
    ")\n",
    "result = result.add_prefix(\"demand_window_168_\")\n",
    "\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec168862-c792-47d5-ba56-258573923eb0",
   "metadata": {},
   "source": [
    "Let's join this back to the original dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "657bf2d0-0fe6-4944-827a-73d9d60bba20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demand</th>\n",
       "      <th>temperature</th>\n",
       "      <th>demand_window_168_mean</th>\n",
       "      <th>demand_window_168_exp_weighted_mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>8314.448682</td>\n",
       "      <td>21.525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>8267.187296</td>\n",
       "      <td>22.400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>7394.528444</td>\n",
       "      <td>22.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>6952.047520</td>\n",
       "      <td>21.800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>6867.199634</td>\n",
       "      <td>20.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 19:00:00</th>\n",
       "      <td>9596.777060</td>\n",
       "      <td>28.350</td>\n",
       "      <td>9670.463454</td>\n",
       "      <td>9253.634423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>8883.230296</td>\n",
       "      <td>22.200</td>\n",
       "      <td>9654.616819</td>\n",
       "      <td>9270.767464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>8320.260550</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9638.018555</td>\n",
       "      <td>9251.365371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
       "      <td>8110.055916</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9624.108291</td>\n",
       "      <td>9204.788983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 23:00:00</th>\n",
       "      <td>8519.368752</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9613.687286</td>\n",
       "      <td>9150.036487</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45240 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          demand  temperature  demand_window_168_mean  \\\n",
       "date_time                                                               \n",
       "2010-01-01 00:00:00  8314.448682       21.525                     NaN   \n",
       "2010-01-01 01:00:00  8267.187296       22.400                     NaN   \n",
       "2010-01-01 02:00:00  7394.528444       22.150                     NaN   \n",
       "2010-01-01 03:00:00  6952.047520       21.800                     NaN   \n",
       "2010-01-01 04:00:00  6867.199634       20.250                     NaN   \n",
       "...                          ...          ...                     ...   \n",
       "2015-02-28 19:00:00  9596.777060       28.350             9670.463454   \n",
       "2015-02-28 20:00:00  8883.230296       22.200             9654.616819   \n",
       "2015-02-28 21:00:00  8320.260550       18.900             9638.018555   \n",
       "2015-02-28 22:00:00  8110.055916       18.900             9624.108291   \n",
       "2015-02-28 23:00:00  8519.368752       18.900             9613.687286   \n",
       "\n",
       "                     demand_window_168_exp_weighted_mean  \n",
       "date_time                                                 \n",
       "2010-01-01 00:00:00                                  NaN  \n",
       "2010-01-01 01:00:00                                  NaN  \n",
       "2010-01-01 02:00:00                                  NaN  \n",
       "2010-01-01 03:00:00                                  NaN  \n",
       "2010-01-01 04:00:00                                  NaN  \n",
       "...                                                  ...  \n",
       "2015-02-28 19:00:00                          9253.634423  \n",
       "2015-02-28 20:00:00                          9270.767464  \n",
       "2015-02-28 21:00:00                          9251.365371  \n",
       "2015-02-28 22:00:00                          9204.788983  \n",
       "2015-02-28 23:00:00                          9150.036487  \n",
       "\n",
       "[45240 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.join(result, how=\"left\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e94ad49a-14ff-40b7-af11-5f421efb6127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [\"demand\",\n",
    "        \"demand_window_168_mean\",\n",
    "        \"demand_window_168_exp_weighted_mean\"]\n",
    "\n",
    "ax = (\n",
    "    df.iloc[-24 * 7 * 2 :] # Let's look at the last 2 weeks of data\n",
    "      .loc[:, cols] # Filter to columns of interest\n",
    "      .plot(figsize=[14, 7])\n",
    "    )  \n",
    "\n",
    "ax.set_title(\"Rolling window mean of electricity demand\")\n",
    "ax.set_ylabel(\"Electricity demand\")\n",
    "ax.set_xlabel(\"Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23952a29-ee79-486d-949b-2dc6c1834d19",
   "metadata": {},
   "source": [
    "The rolling mean with exponential weights is a lot more sensitive to changes in the original data because there is a lot more weight given to recent data points. This means that the daily seasonality causes the exponentially weighted data to oscillate.\n",
    "\n",
    "Overall, we can see the weighted mean moves more quickly in response to changing trends in the data.\n",
    "\n",
    "If we want to use the weighted window functions to be more responsive to short term **trends** then de-seasonalising the data first may be helpful. Let's try this and see what happens."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32b1a509-676a-423d-b766-1b74b5afa383",
   "metadata": {},
   "source": [
    "# Smoothing the data after de-trending"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea9851e8-0181-4c24-9176-4bf765a2a78a",
   "metadata": {},
   "source": [
    "As there is multiple seasonal components we shall use MSTL to de-seasonalise the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "da16b85a-bec9-41f0-b56b-6978d1e823aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.seasonal import MSTL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "eca66cdd-b33c-433c-9410-ae5248a2d83f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's extract only the trend component\n",
    "mstl = MSTL(df[\"demand\"], \n",
    "            periods=(24, 24 * 7), # Remove daily and weekly seasonality\n",
    "            stl_kwargs={\"seasonal_deg\": 0})\n",
    "res = mstl.fit()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b69eadde-3ac9-4e09-aebd-6efe02612d71",
   "metadata": {},
   "source": [
    "We're leaving in yearly seasonality because it would take a long time to compute and also our window size is on a much smaller scale (i.e., that of one week)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2babab05-29c1-4b27-b6ff-08c6f79f648f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc(\"figure\", figsize=(16, 20))\n",
    "plt.rc(\"font\", size=13)\n",
    "fig = res.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2242eeaf-4e71-491e-8937-d31c4f2a26c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trend</th>\n",
       "      <th>demand_window_168_mean</th>\n",
       "      <th>demand_window_168_exp_weighted_mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>7672.016455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>7683.091900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>7694.177071</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>7705.272092</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>7716.377060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 19:00:00</th>\n",
       "      <td>8817.785857</td>\n",
       "      <td>9541.062328</td>\n",
       "      <td>8999.626058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>8808.736317</td>\n",
       "      <td>9533.775910</td>\n",
       "      <td>8990.522970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>8799.694076</td>\n",
       "      <td>9526.439463</td>\n",
       "      <td>8981.422484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
       "      <td>8790.659185</td>\n",
       "      <td>9519.053405</td>\n",
       "      <td>8972.324835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 23:00:00</th>\n",
       "      <td>8781.631681</td>\n",
       "      <td>9511.618167</td>\n",
       "      <td>8963.230249</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45240 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           trend  demand_window_168_mean  \\\n",
       "date_time                                                  \n",
       "2010-01-01 00:00:00  7672.016455                     NaN   \n",
       "2010-01-01 01:00:00  7683.091900                     NaN   \n",
       "2010-01-01 02:00:00  7694.177071                     NaN   \n",
       "2010-01-01 03:00:00  7705.272092                     NaN   \n",
       "2010-01-01 04:00:00  7716.377060                     NaN   \n",
       "...                          ...                     ...   \n",
       "2015-02-28 19:00:00  8817.785857             9541.062328   \n",
       "2015-02-28 20:00:00  8808.736317             9533.775910   \n",
       "2015-02-28 21:00:00  8799.694076             9526.439463   \n",
       "2015-02-28 22:00:00  8790.659185             9519.053405   \n",
       "2015-02-28 23:00:00  8781.631681             9511.618167   \n",
       "\n",
       "                     demand_window_168_exp_weighted_mean  \n",
       "date_time                                                 \n",
       "2010-01-01 00:00:00                                  NaN  \n",
       "2010-01-01 01:00:00                                  NaN  \n",
       "2010-01-01 02:00:00                                  NaN  \n",
       "2010-01-01 03:00:00                                  NaN  \n",
       "2010-01-01 04:00:00                                  NaN  \n",
       "...                                                  ...  \n",
       "2015-02-28 19:00:00                          8999.626058  \n",
       "2015-02-28 20:00:00                          8990.522970  \n",
       "2015-02-28 21:00:00                          8981.422484  \n",
       "2015-02-28 22:00:00                          8972.324835  \n",
       "2015-02-28 23:00:00                          8963.230249  \n",
       "\n",
       "[45240 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = (\n",
    "    res.trend # The trend component from MSTL.\n",
    "    .rolling(window=24*7) # Pick window size.\n",
    "    .agg([\"mean\", exp_weighted_mean]) # Pick statistics.\n",
    "    .shift(freq=\"1H\") # Lag by 1 hour to avoid data leakage.  \n",
    ")\n",
    "\n",
    "result = result.add_prefix(\"demand_window_168_\")\n",
    "\n",
    "# Join the window features back to the trend data\n",
    "df = res.trend.to_frame().join(result, how='left')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "12cb06d0-4dda-490a-b10d-d1824e10f00b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [\"trend\",\n",
    "        \"demand_window_168_mean\",\n",
    "        \"demand_window_168_exp_weighted_mean\"]\n",
    "\n",
    "ax = (\n",
    "    df.iloc[-24 * 7 * 2 :] # Let's look at the last 2 weeks of data\n",
    "      .loc[:, cols] # Filter to columns of interest\n",
    "      .plot(figsize=[14, 7])\n",
    "    )  \n",
    "\n",
    "ax.set_title(\"Rolling window mean of electricity demand\")\n",
    "ax.set_ylabel(\"Electricity demand\")\n",
    "ax.set_xlabel(\"Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85d711d0-d4cf-44ed-96ca-a1f5121cd448",
   "metadata": {},
   "source": [
    "The exponentially weighted window mean clearly responds faster to the changing trend relative to the non-weighted window mean."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "certified-occupation",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Computing expanding windows features with exponential weights using Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e43e3387-8ef6-4a87-9972-94f1ddba5833",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a copy of the data.\n",
    "df = data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab077e61-2aac-402f-8a74-11d8a2d3739f",
   "metadata": {},
   "source": [
    "We want to compute with exponential weights the expanding:\n",
    "- mean\n",
    "- standard deviation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "195b5933-f1b9-4d56-9852-b6f94d2b284d",
   "metadata": {},
   "source": [
    "As the weights are computed internally in Pandas when using the `ewm` (exponentially weighted moving) method we cannot pass custom functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "partial-diving",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demand_ewm_0.05_mean</th>\n",
       "      <th>demand_ewm_0.05_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>8314.448682</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>8290.212074</td>\n",
       "      <td>33.418847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>7976.212554</td>\n",
       "      <td>524.172887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>7700.147988</td>\n",
       "      <td>673.871614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 05:00:00</th>\n",
       "      <td>7516.045829</td>\n",
       "      <td>693.695185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>9271.029970</td>\n",
       "      <td>1083.173746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>9251.639986</td>\n",
       "      <td>1059.213642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
       "      <td>9205.071014</td>\n",
       "      <td>1052.675596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 23:00:00</th>\n",
       "      <td>9150.320259</td>\n",
       "      <td>1054.122240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01 00:00:00</th>\n",
       "      <td>9118.772684</td>\n",
       "      <td>1036.832859</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45240 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     demand_ewm_0.05_mean  demand_ewm_0.05_std\n",
       "date_time                                                     \n",
       "2010-01-01 01:00:00           8314.448682                  NaN\n",
       "2010-01-01 02:00:00           8290.212074            33.418847\n",
       "2010-01-01 03:00:00           7976.212554           524.172887\n",
       "2010-01-01 04:00:00           7700.147988           673.871614\n",
       "2010-01-01 05:00:00           7516.045829           693.695185\n",
       "...                                   ...                  ...\n",
       "2015-02-28 20:00:00           9271.029970          1083.173746\n",
       "2015-02-28 21:00:00           9251.639986          1059.213642\n",
       "2015-02-28 22:00:00           9205.071014          1052.675596\n",
       "2015-02-28 23:00:00           9150.320259          1054.122240\n",
       "2015-03-01 00:00:00           9118.772684          1036.832859\n",
       "\n",
       "[45240 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = (\n",
    "    df[\"demand\"]\n",
    "    .ewm(alpha=0.05) # Set `alpha`, use `ewm` rather than `rolling`\n",
    "    .agg([\"mean\", \"std\"]) # Pick statistics.\n",
    "    .shift(freq=\"1H\") # Lag by 1 hour to avoid data leakage.\" \n",
    "        )\n",
    "result = result.add_prefix(\"demand_ewm_0.05_\")\n",
    "\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba8edefa-89dd-4848-9b12-71f6384a3298",
   "metadata": {},
   "source": [
    "Let's join this back to the original dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "494957bb-b06b-44a7-b89f-c06c1a64854c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demand</th>\n",
       "      <th>temperature</th>\n",
       "      <th>demand_ewm_0.05_mean</th>\n",
       "      <th>demand_ewm_0.05_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>8314.448682</td>\n",
       "      <td>21.525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>8267.187296</td>\n",
       "      <td>22.400</td>\n",
       "      <td>8314.448682</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>7394.528444</td>\n",
       "      <td>22.150</td>\n",
       "      <td>8290.212074</td>\n",
       "      <td>33.418847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>6952.047520</td>\n",
       "      <td>21.800</td>\n",
       "      <td>7976.212554</td>\n",
       "      <td>524.172887</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>6867.199634</td>\n",
       "      <td>20.250</td>\n",
       "      <td>7700.147988</td>\n",
       "      <td>673.871614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 19:00:00</th>\n",
       "      <td>9596.777060</td>\n",
       "      <td>28.350</td>\n",
       "      <td>9253.885386</td>\n",
       "      <td>1108.594937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>8883.230296</td>\n",
       "      <td>22.200</td>\n",
       "      <td>9271.029970</td>\n",
       "      <td>1083.173746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>8320.260550</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9251.639986</td>\n",
       "      <td>1059.213642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
       "      <td>8110.055916</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9205.071014</td>\n",
       "      <td>1052.675596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 23:00:00</th>\n",
       "      <td>8519.368752</td>\n",
       "      <td>18.900</td>\n",
       "      <td>9150.320259</td>\n",
       "      <td>1054.122240</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45240 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          demand  temperature  demand_ewm_0.05_mean  \\\n",
       "date_time                                                             \n",
       "2010-01-01 00:00:00  8314.448682       21.525                   NaN   \n",
       "2010-01-01 01:00:00  8267.187296       22.400           8314.448682   \n",
       "2010-01-01 02:00:00  7394.528444       22.150           8290.212074   \n",
       "2010-01-01 03:00:00  6952.047520       21.800           7976.212554   \n",
       "2010-01-01 04:00:00  6867.199634       20.250           7700.147988   \n",
       "...                          ...          ...                   ...   \n",
       "2015-02-28 19:00:00  9596.777060       28.350           9253.885386   \n",
       "2015-02-28 20:00:00  8883.230296       22.200           9271.029970   \n",
       "2015-02-28 21:00:00  8320.260550       18.900           9251.639986   \n",
       "2015-02-28 22:00:00  8110.055916       18.900           9205.071014   \n",
       "2015-02-28 23:00:00  8519.368752       18.900           9150.320259   \n",
       "\n",
       "                     demand_ewm_0.05_std  \n",
       "date_time                                 \n",
       "2010-01-01 00:00:00                  NaN  \n",
       "2010-01-01 01:00:00                  NaN  \n",
       "2010-01-01 02:00:00            33.418847  \n",
       "2010-01-01 03:00:00           524.172887  \n",
       "2010-01-01 04:00:00           673.871614  \n",
       "...                                  ...  \n",
       "2015-02-28 19:00:00          1108.594937  \n",
       "2015-02-28 20:00:00          1083.173746  \n",
       "2015-02-28 21:00:00          1059.213642  \n",
       "2015-02-28 22:00:00          1052.675596  \n",
       "2015-02-28 23:00:00          1054.122240  \n",
       "\n",
       "[45240 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.join(result, how=\"left\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e65edb33-05e8-426a-bd42-986ecbb095eb",
   "metadata": {},
   "source": [
    "# Custom metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a7d1df8-b380-4404-976b-dfbe72810109",
   "metadata": {},
   "source": [
    "If we want to compute custom metrics with exponential weights and an expanding window, we can use `expanding`. Let's illustrate this by manually implementing the expanding mean with exponential weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f269ade6-7c5e-4bed-8484-a9e37c05d83b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define our own weighted mean function to pass to `agg`\n",
    "def exp_weighted_mean(x):\n",
    "    weights = exp_weights(alpha=0.05, window_size=len(x))\n",
    "    return (weights * x).sum() / weights.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a83ddc67-f65e-4a79-9310-84c8a8edc649",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>demand_ewm_0.05_exp_weighted_mean</th>\n",
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       "      <th>date_time</th>\n",
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       "      <th>2015-01-18 09:00:00</th>\n",
       "      <td>7111.467232</td>\n",
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       "    <tr>\n",
       "      <th>2015-01-18 10:00:00</th>\n",
       "      <td>7248.486864</td>\n",
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       "      <td>7308.361980</td>\n",
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       "      <th>2015-01-18 12:00:00</th>\n",
       "      <td>7344.778785</td>\n",
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       "      <th>2015-01-18 13:00:00</th>\n",
       "      <td>7344.848298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2015-02-28 20:00:00</th>\n",
       "      <td>9271.029970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 21:00:00</th>\n",
       "      <td>9251.639986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-28 22:00:00</th>\n",
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       "    <tr>\n",
       "      <th>2015-03-01 00:00:00</th>\n",
       "      <td>9118.772684</td>\n",
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       "</table>\n",
       "<p>1000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     demand_ewm_0.05_exp_weighted_mean\n",
       "date_time                                             \n",
       "2015-01-18 09:00:00                        7111.467232\n",
       "2015-01-18 10:00:00                        7248.486864\n",
       "2015-01-18 11:00:00                        7308.361980\n",
       "2015-01-18 12:00:00                        7344.778785\n",
       "2015-01-18 13:00:00                        7344.848298\n",
       "...                                                ...\n",
       "2015-02-28 20:00:00                        9271.029970\n",
       "2015-02-28 21:00:00                        9251.639986\n",
       "2015-02-28 22:00:00                        9205.071014\n",
       "2015-02-28 23:00:00                        9150.320259\n",
       "2015-03-01 00:00:00                        9118.772684\n",
       "\n",
       "[1000 rows x 1 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = (\n",
    "    df[\"demand\"]\n",
    "    .tail(1000) # Using a subset of data as this is very slow to run.\n",
    "    .expanding() # Use `expanding` rather than `ewm`.\n",
    "    .agg([exp_weighted_mean]) # Pass a function which computes the weights as the window expands.\n",
    "    .shift(freq=\"1H\") # Lag by 1 hour to avoid data leakage.\" \n",
    "        )\n",
    "result = result.add_prefix(\"demand_ewm_0.05_\")\n",
    "\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf660ea3-e40e-474b-9c44-ef5abc3624dd",
   "metadata": {},
   "source": [
    "So now we've shown how to create expanding and rolling window features using exponential weights."
   ]
  }
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